In addition, we found that ST6GALNAC3 was positively correlated with the immune checkpoints [34] (SIRPA, LILRB1, SIGLEC10) of tumor associated macrophages involved in tumor antigen recognition disorders (Fig. 9I). Here, LILRB1 is linked to neoplasm.